Air Quality Forecasting ML Frameworks

End-to-end ML projects for predicting air quality indices and pollutant levels (PM2.5, AQI, etc.) using time-series models and environmental data. Does NOT include general environmental monitoring, temperature prediction without air quality context, or sensor hardware design.

There are 63 air quality forecasting frameworks tracked. The highest-rated is fablabbcn/smartcitizen-data at 45/100 with 16 stars.

Get all 63 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=ml-frameworks&subcategory=air-quality-forecasting&limit=20"

Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.

#	Framework	Score	Tier	Stars	Language
1	fablabbcn/smartcitizen-data A python package for analyzing environmental sensor's data	45	Emerging	16	Python
2	ICCC-Platform/Air-Pollution-Image-Dataset-From-India-and-Nepal Air Pollution Image Dataset from India and Nepal	41	Emerging	117	Jupyter Notebook
3	SIU-Sirocco-2025/Eco-Track Giải Pháp Theo Dõi và Dự Báo Chất Lượng Không Khí TP.HCM Ứng Dụng Công Nghệ Số	35	Emerging	12	JavaScript
4	Semillero-Inteligencia-Artificial-EAFIT/airedellin Canairio sensors visualizer and predictor	30	Emerging	8	Python
5	SheemaMasood381/Pearls-Karachi-AQI-Prediction-for-next-3-days- End-to-end AQI Prediction System using real-time weather & pollutant data,...	27	Experimental	1	Jupyter Notebook
6	at-tan/Forecasting_Air_Pollution Stacking a machine learning ensemble for multivariate time series...	27	Experimental	43	Jupyter Notebook
7	Favrose/AI-Powered-Air-Quality-Command-Center-with-Syncfusion-WPF-Chart A robust AI-driven air quality monitoring system built with WPF and...	25	Experimental	3	C#
8	Afkerian/Beijing-Multi-Site-Air-Quality-Data-Data-Set The present project aims to predict air pollution in Beijing, China, using...	25	Experimental	13	Jupyter Notebook
9	npatel221/Quality_Prediction_ML Predict the % of silica present in the iron core concentration given the...	23	Experimental	11	Jupyter Notebook
10	przemekwarnel/air-quality-forecasting Multi-step air quality forecasting using classical ML and LSTM with...	22	Experimental	—	Python
11	vitorrocha13/Real-Time-Urban-Air-Quality-Intelligence-Alert-System Monitor urban air quality in real time to provide timely alerts and insights...	22	Experimental	—	Python
12	AtharvaTaras/Delhi-AQI-Model Delhi AQI Model	22	Experimental	—	Jupyter Notebook
13	CaptianGhost/AirCast-Real-Time-Air-Quality-Risk-Prediction End-to-end ML pipeline predicting next-hour PM2.5 worsening using...	22	Experimental	—	Jupyter Notebook
14	namannparashar/delhi-aqi-forecasting "End-to-end MLOps pipeline for Air Quality Forecasting. Automated ETL with...	22	Experimental	—	Python
15	omarmhaimdat/air_pollution Build an iOS Application to Predict Air Pollution Using a Random Forest Regressor	22	Experimental	7	Python
16	nqbinhcs/AI4VN2022-Air-Quality-Forecasting-Challenge Runner-up team (2nd place) in AI4VN2022: Air Quality Forcasting Challenge	22	Experimental	31	Python
17	SukonyaPhukan92/Image_Based_Air_Pollution_detection_using_InceptionV3_Model In this project work, the main motive is to build a deep learning model to...	21	Experimental	12	Jupyter Notebook
18	ii56/beijing-pm25-forecasting A machine learning model powered several models like random forest,...	21	Experimental	—	Jupyter Notebook
19	ShubhamKNIT/AlgoMinds Machine Learning Project to predict the Air Quality Index	21	Experimental	6	Jupyter Notebook
20	nileshparab42/Air-Pollution-Classification This deep learning project focuses on building a robust air quality...	19	Experimental	5	Jupyter Notebook
21	sagar118/H2O-Hackathon-AQI-Prediction Second place solution in the H2O World India Hackathon held in April 2023.	19	Experimental	5	Jupyter Notebook
22	energyandcleanair/pm25ml Two-stage machine learning model for producing daily PM2.5 estimates...	18	Experimental	4	Jupyter Notebook
23	Unusuala1l2e3x4/Research-Spring2021 Investigating how carbon emissions, particulate matter, and climate...	18	Experimental	6	HTML
24	akash8190/air-quality-index Webapp to predict the Air Quality Index of a region given climate conditions	18	Experimental	3	HTML
25	sangampaudel530/Comprehensive-Analysis-and-Forecasting-of-Air-Quality-in-Kathmandu This project analyzes air quality trends in Kathmandu, Nepal, using machine...	17	Experimental	2	Jupyter Notebook
26	nmhongtram/air-quality-forecasting Real-time Air Quality Forecasting System using Deep Learning and Docker	17	Experimental	2	Jupyter Notebook
27	EcoNoise/Noise-Pollution-Detection-Using-ML EcoNoise adalah sistem deteksi polusi suara secara real-time yang...	17	Experimental	1	TypeScript
28	Vedanshu1428/Parivesh-3.O PARIVESH 3.0: An intelligent system designed to streamline government...	16	Experimental	—	TypeScript
29	xiankuiwu/AQI-Attention-based-DNN Code for paper"ADNNet: Attention-based deep neural network for Air Quality...	16	Experimental	3	Jupyter Notebook
30	sandesh-06/env-sync A fullstack website realted to environment which includes features like AQI...	16	Experimental	1	JavaScript
31	theGautham/cleansky-monitor Real-time Air Quality Index monitoring and forecasting web app for Indian...	16	Experimental	—	TypeScript
32	PathanWasim/AirSense A smart air pollution monitoring system	16	Experimental	1	TypeScript
33	OykuCngz/Air-Quality-Analysis-TUBITAK Air quality monitoring and analysis using low-cost sensors and machine...	15	Experimental	1	Python
34	dhriti09/Air-Quality-Index-Prediction-using-Python-master A Machine Learning web application to predict Air Quality Index (AQI) using...	15	Experimental	1	HTML
35	GeorgeCodeHub/Analysis-and-prediction-of-air-pollution-using-BiLSTM-Conv1D The goal was to use Neural Networks to predict future values from historical...	15	Experimental	6	Jupyter Notebook
36	lovnishverma/aiotrainpredict This project displays live sensor readings from sensor to server and predict...	15	Experimental	6	HTML
37	HuNguyen51/Air-Quality-Forecasting-Challenge Dự án xây dựng hệ thống dự báo chỉ số chất lượng không khí dựa trên dữ liệu...	15	Experimental	1	Jupyter Notebook
38	Sachindurana17/indian-air-pollution 🌍 Analyze and forecast air quality in India using historical data and...	14	Experimental	—	Jupyter Notebook
39	caose-lab/hab-forecasting-SJL Operational HAB forecasting for the San Jose Lagoon (in San Juan, PR) using...	14	Experimental	—	Python
40	maitraBishwadip/PM2.5_AOD_CoRelation This repository deals with an enviornmental data science problem, tries to...	14	Experimental	—	Python
41	bhaveshramu/air-quality-health-predictor Real-Time Air Quality & Health Risk Predictor using Machine Learning and Streamlit	14	Experimental	—	Python
42	JakubHus/pm10-air-quality-classification Binary classification of PM10 air pollution exceedances using Random Forest and CART	14	Experimental	—	—
43	sanjana12k5/Temperature-Prediction-based-on-pollutants- Temperature prediction using air pollutant data with EDA and ML (LSTM,...	14	Experimental	—	Jupyter Notebook
44	vashist171/Temperature-prediction-using-pollutants This project focuses on analyzing the relationship between air pollutants...	14	Experimental	—	Jupyter Notebook
45	hetachavda/pm25-capstone-jupyter PM2.5 Air Pollution Prediction using Machine Learning & Time-Series Models...	14	Experimental	—	Jupyter Notebook
46	feqq1/Air-Aware-smart-Air-Quality-prediction-system 🌍 Monitor and forecast air quality efficiently with AI-driven analytics and...	14	Experimental	—	Jupyter Notebook
47	2000pawan/Air-Pollution-Prediction "Excited to share my latest project on LinkedIn! 🌬️ Introducing my air...	13	Experimental	2	Jupyter Notebook
48	Phonginhere/cos30049 Computing Tech Innovation Prj	13	Experimental	2	CSS
49	matakshay/Air_quality_pred Machine Learning model which uses closed-form solution of Locally Weighted...	13	Experimental	8	Python
50	Monikanahadiya/AQI-Prediction-Model Time-series based Air Quality Index (AQI) prediction model built using...	13	Experimental	2	Jupyter Notebook
51	ShehrazSarwar/pearls-aqi-predictor Automated MLOps for Urban Air Quality is a serverless AI system forecasting...	13	Experimental	2	Jupyter Notebook
52	SyedaAnoosha/AQI-Predictor This repo contains all the work relevant to Pearls AQI Predictor. It...	12	Experimental	1	Jupyter Notebook
53	DIMFLIX-Hackathons/EmissionEye Prediction of dispersion of industrial emissions of harmful substances in...	12	Experimental	4	Python
54	snehareddy22/AirAware-AQI-Prediction-System Full-stack AQI Prediction Dashboard using Flask, SQLite, ML (RandomForest)...	12	Experimental	1	JavaScript
55	AbhinavG-24/AirOptima-V2 AI-powered Delhi Pollution Control Dashboard	12	Experimental	1	JavaScript
56	CaSh007s/aqilytics AQILYTICS is a full-stack Environmental Dashboard providing real-time Air...	11	Experimental	—	TypeScript
57	khalid999devs/AirDreads AI-powered air quality prediction app built for NASA Space Apps - combines...	11	Experimental	—	TypeScript
58	AinaHyder/10Pearls-AQI-Predictor End-to-end Machine Learning pipeline for real-time Air Quality Index (AQI)...	11	Experimental	—	TypeScript
59	valiantProgrammer/AQI-prediction A focused, reproducible notebook that trains and evaluates a Linear...	11	Experimental	—	Jupyter Notebook
60	vrushalid0709/Vayu Localized AQI forecasting and early-warning system using government data and...	11	Experimental	—	CSS
61	DanielNguyen-05/AirForce A web platform from the NASA International Space Apps Challenge for...	11	Experimental	6	Jupyter Notebook
62	HarshiSharma04/AQI_Predictor_using_Time_Series_Analysis A machine learning and time series-based project to analyze and predict Air...	11	Experimental	—	Jupyter Notebook
63	Dheetchana04/Air-Quality-Prediction-Data-Science Machine learning project for predicting AQI levels in India	11	Experimental	—	—